Sparse Bayesian Methods for Low-Rank Matrix Estimation

25 February 2011

Papers citing "Sparse Bayesian Methods for Low-Rank Matrix Estimation"

45 / 45 papers shown

Title
$Concentration properties of fractional posterior in 1-bit matrix completion$ Concentration properties of fractional posterior in 1-bit matrix completion The Tien Mai 33 3 0 13 Apr 2024
Parameterizations for Gradient-based Markov Chain Monte Carlo on the Stiefel Manifold: A Comparative Study Masahiro Tanaka 27 1 0 12 Feb 2024
tnGPS: Discovering Unknown Tensor Network Structure Search Algorithms via Large Language Models (LLMs) Junhua Zeng Chao Li Zhun Sun Qibin Zhao Guoxu Zhou 37 4 0 04 Feb 2024
MFAI: A Scalable Bayesian Matrix Factorization Approach to Leveraging Auxiliary Information Zhiwei Wang Fa Zhang Conghui Zheng Xianghong Hu Mingxuan Cai Can Yang 19 0 0 05 Mar 2023
Robust Bayesian Subspace Identification for Small Data Sets A. R. Mesquita 16 0 0 29 Dec 2022
Disordered Systems Insights on Computational Hardness D. Gamarnik Cristopher Moore Lenka Zdeborová AI4CE 32 32 0 15 Oct 2022
Unitary Approximate Message Passing for Matrix Factorization Zhengdao Yuan Qinghua Guo Yonina C. Eldar Yonghui Li 14 5 0 31 Jul 2022
Variational Bayesian inference for CP tensor completion with side information S. Budzinskiy N. Zamarashkin 11 1 0 24 Jun 2022
Bayesian Low-rank Matrix Completion with Dual-graph Embedding: Prior Analysis and Tuning-free Inference Y. Chen Lei Cheng Yik-Chung Wu BDL 11 16 0 18 Mar 2022
Exact Decomposition of Joint Low Rankness and Local Smoothness Plus Sparse Matrices Jiangjun Peng Yao Wang Hongying Zhang Jianjun Wang Deyu Meng 35 52 0 29 Jan 2022
Dense Air Quality Maps Using Regressive Facility Location Based Drive By Sensing Charul Paliwal Pravesh Biyani 25 1 0 20 Jan 2022
PAC-Bayesian Matrix Completion with a Spectral Scaled Student Prior The Tien Mai 36 2 0 16 Apr 2021
Simulation comparisons between Bayesian and de-biased estimators in low-rank matrix completion The Tien Mai 31 1 0 22 Mar 2021
Gradient-Based Markov Chain Monte Carlo for Bayesian Inference With Non-Differentiable Priors Jacob Vorstrup Goldman Torben Sell Sumeetpal S. Singh 11 7 0 16 Mar 2021
Efficient Bayesian reduced rank regression using Langevin Monte Carlo approach The Tien Mai BDL 21 4 0 15 Feb 2021
Performance analysis of weighted low rank model with sparse image histograms for face recognition under lowlevel illumination and occlusion K. Sridhar Raghu vamshi Hemadri CVBM 6 2 0 24 Jul 2020
Bayesian Low Rank Tensor Ring Model for Image Completion Zhen Long Ce Zhu Jiani Liu Yipeng Liu 6 5 0 29 Jun 2020
The Sparse Reverse of Principal Component Analysis for Fast Low-Rank Matrix Completion Abdallah A. Chehade Zunya Shi 19 0 0 04 Oct 2019
Nonconvex Approach for Sparse and Low-Rank Constrained Models with Dual Momentum Cho-Ying Wu Jian-Jiun Ding 13 3 0 06 Jun 2019
CVABS: Moving Object Segmentation with Common Vector Approach for Videos Ş. Işık Kemal Özkan Ö. N. Gerek 25 10 0 19 Oct 2018
Variational Bayesian Inference for Robust Streaming Tensor Factorization and Completion Cole Hawkins Zheng-Wei Zhang 22 18 0 06 Sep 2018
Fast Low-Rank Bayesian Matrix Completion with Hierarchical Gaussian Prior Models Linxiao Yang Jun Fang Huiping Duan Hongbin Li B. Zeng 27 54 0 08 Aug 2017
Manifold Constrained Low-Rank Decomposition Chen Chen Baochang Zhang Alessio Del Bue Vittorio Murino 10 4 0 06 Aug 2017
Robust Cost-Sensitive Learning for Recommendation with Implicit Feedback Peng Yang P. Zhao Xin Gao Yong Liu 23 20 0 03 Jul 2017
Analyzing the Weighted Nuclear Norm Minimization and Nuclear Norm Minimization based on Group Sparse Representation Zhiyuan Zha Qiong Wang Bei Li Xinggan Zhang Xin Liu Lan Tang Yechao Bai 17 13 0 15 Feb 2017
Denoising Hyperspectral Image with Non-i.i.d. Noise Structure Y. Chen Xiangyong Cao Qian Zhao Deyu Meng Zongben Xu 17 178 0 01 Feb 2017
Quantifying Urban Traffic Anomalies Zhengyi Zhou Philipp Meerkamp C. Volinsky 22 4 0 30 Sep 2016
Tracking Completion Yao Sui Guanghui Wang Yafei Tang Li Zhang 14 14 0 29 Aug 2016
Nonconvex Sparse Learning via Stochastic Optimization with Progressive Variance Reduction Xingguo Li R. Arora Han Liu Jarvis D. Haupt T. Zhao 18 68 0 09 May 2016
Online Low-Rank Subspace Learning from Incomplete Data: A Bayesian View Paris V. Giampouras A. Rontogiannis K. Themelis K. Koutroumbas 14 2 0 11 Feb 2016
Low-rank Matrix Factorization under General Mixture Noise Distributions Xiangyong Cao Qian Zhao Deyu Meng Yang Chen Zongben Xu 16 86 0 06 Jan 2016
Pseudo-Bayesian Robust PCA: Algorithms and Analyses Tae-Hyun Oh Y. Matsushita In So Kweon David Wipf 13 1 0 07 Dec 2015
Robust PCA via Nonconvex Rank Approximation Zhao Kang Chong Peng Q. Cheng 33 160 0 17 Nov 2015
Decomposition into Low-rank plus Additive Matrices for Background/Foreground Separation: A Review for a Comparative Evaluation with a Large-Scale Dataset T. Bouwmans A. Sobral S. Javed Soon Ki Jung E. Zahzah 33 330 0 04 Nov 2015
Bayesian Sparse Tucker Models for Dimension Reduction and Tensor Completion Qibin Zhao Liqing Zhang A. Cichocki 25 58 0 10 May 2015
Simultaneously sparse and low-rank abundance matrix estimation for hyperspectral image unmixing Paris V. Giampouras K. Themelis A. Rontogiannis K. Koutroumbas 96 119 0 07 Apr 2015
Total Variation Regularized Tensor RPCA for Background Subtraction from Compressive Measurements Wenfei Cao Yao Wang Jian Sun Deyu Meng Can Yang A. Cichocki Zongben Xu 25 160 0 06 Mar 2015
Bayesian Learning for Low-Rank matrix reconstruction Martin Sundin C. Rojas M. Jansson S. Chatterjee BDL 40 1 0 23 Jan 2015
Bayesian Robust Tensor Factorization for Incomplete Multiway Data Qibin Zhao Guoxu Zhou Liqing Zhang A. Cichocki S. Amari 43 205 0 09 Oct 2014
Temporally Coherent Bayesian Models for Entity Discovery in Videos by Tracklet Clustering Adway Mitra Soma Biswas Chiranjib Bhattacharyya 44 1 0 22 Sep 2014
Relevance Singular Vector Machine for low-rank matrix sensing Martin Sundin S. Chatterjee M. Jansson C. Rojas 46 7 0 30 Jun 2014
Exploring Algorithmic Limits of Matrix Rank Minimization under Affine Constraints Bo Xin David Wipf 31 15 0 10 Jun 2014
Bayesian CP Factorization of Incomplete Tensors with Automatic Rank Determination Qibin Zhao Liqing Zhang A. Cichocki 32 520 0 25 Jan 2014
Low-Rank Modeling and Its Applications in Image Analysis Xiaowei Zhou Can Yang Hongyu Zhao Weichuan Yu 52 179 0 15 Jan 2014
Non-Convex Rank Minimization via an Empirical Bayesian Approach David Wipf 54 42 0 10 Jul 2012